Bibliographic record
Abstract
Xerostomia, from the Greek words, xeros for dry and stoma for mouth, is the term used to describe the signs and symptoms of a dry oral cavity associated with a reduction in saliva flow.The term is also applied to the perception of mouth dryness. 1Having a dry mouth is part of the human experience.Most everyone has had their mouth suddenly go dry when put on the spot or asked to speak extemporaneously in front of an audience.People snore, get colds, and breathe through their mouths.They smoke cigarettes, drink alcohol, and consume soda and coffee, sometimes in excess, that can lead to a dry mouth.Oftentimes, the xerostomia that results is temporary and potentially reversible, and simple lifestyle strategies and dietary choices restore moisture to the oral mucosa. 2-4 Incidence of XerostomiaXerostomia can be chronic, severe, and life-altering.This may apply to those taking prescription medications, particularly the elderly, who are often subject to polypharmacy.Also, commonly afflicted are people undergoing radiotherapy for head and neck cancers, those with systemic disease, addiction or an eating disorder.Regardless of cause, approximately 20% of the general population suffers from xerostomia with women, and seniors of both sexes, more commonly afflicted. 3As the geriatric population increases, a growing number of people will be seeking treatment for xerostomia and related complications.2 Reviewing xerostomia will help practitioners gain an appreciation of its prevalence, causes, consequences and treatments, translating into better, more compassionate, patient care. Saliva: Key to Oral/Systemic HealthReviewing the functions of saliva elucidates what happens when its role in health and wellbeing is compromised.Between .5 and 1.5 liters of this mineral-rich fluid is produced each day, primarily by the sublingual, submandibular and parotid glands.Composed of enzymes, electrolytes, buffering agents and immunoglobulins, saliva initiates the digestive process, protects the mouth from trauma and infection, and allows for the sensation of taste.Saliva lubricates
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".